Yale Cancer Biology Institute, Yale University, West Haven, CT 06516, USA.
Mol Omics. 2021 Jun 14;17(3):413-425. doi: 10.1039/d0mo00188k.
Human cancer cell lines are widely used in pharmacological and systems biological studies. The rapid documentation of the steady-state gene expression landscape of the cells used in a particular experiment may help to improve the reproducibility of scientific research. Here we applied a data-independent acquisition mass spectrometry (DIA-MS) method, coupled with a peptide spectral-library-free data analysis workflow, to measure both the proteome and phosphoproteome of a melanoma cell line panel with different metastatic properties. For each cell line, the single-shot DIA-MS detected 8100 proteins and almost 40 000 phosphopeptides in the respective measurements of two hours. Benchmarking the DIA-MS data towards the RNA-seq data and tandem mass tag (TMT)-MS results from the same set of cell lines demonstrated comparable qualitative coverage and quantitative reproducibility. Our data confirmed the high but complex mRNA-protein and protein-phospsite correlations. The results successfully established DIA-MS as a strong and competitive proteotyping approach for cell lines. The data further showed that all subunits of the glycosylphosphatidylinositol (GPI)-anchor transamidase complex were overexpressed in metastatic melanoma cells and identified altered phosphoprotein modules such as the BAF complex and mRNA splicing between metastatic and primary cells. This study provides a high-quality resource for calibrating DIA-MS performance, benchmarking DIA bioinformatic algorithms, and exploring the metastatic proteotypes in melanoma cells.
人类癌细胞系广泛应用于药理学和系统生物学研究。快速记录特定实验中使用的细胞的稳态基因表达图谱有助于提高科学研究的可重复性。在这里,我们应用了一种数据非依赖性采集质谱(DIA-MS)方法,结合无肽谱库数据分析工作流程,测量了具有不同转移特性的黑素瘤细胞系面板的蛋白质组和磷酸化蛋白质组。对于每个细胞系,单次 DIA-MS 在两小时的各自测量中检测到 8100 种蛋白质和近 40000 种磷酸肽。将 DIA-MS 数据与来自同一组细胞系的 RNA-seq 数据和串联质量标签(TMT)-MS 结果进行基准测试表明,定性覆盖和定量重现性相当。我们的数据证实了高但复杂的 mRNA-蛋白质和蛋白质磷酸化位点相关性。结果成功地将 DIA-MS 确立为细胞系的强大且具有竞争力的蛋白质组学方法。数据进一步表明,糖基磷脂酰肌醇(GPI)锚转酰胺酶复合物的所有亚基在转移性黑素瘤细胞中过度表达,并鉴定出改变的磷酸化蛋白模块,如 BAF 复合物和转移性和原发性细胞之间的 mRNA 剪接。本研究为校准 DIA-MS 性能、基准 DIA 生物信息学算法以及探索黑素瘤细胞中的转移性蛋白质组提供了高质量的资源。